cPWWP2A directly regulates pericytes biology but indirectly regulates ECs biology via EVs carrying cPWWP2A, which inhibited miR-579 activity, increased expression of angiopoietin 1/occludin/SIRT1, and ultimately alleviates diabetes-induced retinal vascular dysfunction. Here, SIRT1 is linked to diabetes mellitus.